{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# EDA Example\n",
    "EDA，即探索性数据分析（exploratory data analysis），是机器学习项目的必要环节。\n",
    "本Notebook展示了如何利用Pandas进行基本的数据分析\n",
    "## 1.环境初始化"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "source": [
    "# 前两行画图\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 数据处理\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# 系统库\n",
    "import os, sys\n",
    "\n",
    "# 自带数据\n",
    "datalib_path = os.path.join(os.path.abspath('.'), '../')\n",
    "sys.path.append(datalib_path)\n",
    "import dataset"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 2. 利用Pandas载入数据"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "source": [
    "train = pd.read_csv(os.path.join(dataset.titanic_path, 'train.csv'))\n",
    "test = pd.read_csv(os.path.join(dataset.titanic_path, 'test.csv'))"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 3. 利用Pandas分析基本数据情况"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "source": [
    "# 观察数据基本情况\n",
    "train.head(10)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PassengerId</th>\n",
       "      <th>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Name</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Ticket</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Cabin</th>\n",
       "      <th>Embarked</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Braund, Mr. Owen Harris</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>A/5 21171</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Cumings, Mrs. John Bradley (Florence Briggs Th...</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>PC 17599</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>C85</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Heikkinen, Miss. Laina</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>STON/O2. 3101282</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Futrelle, Mrs. Jacques Heath (Lily May Peel)</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>113803</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>C123</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Allen, Mr. William Henry</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>373450</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Moran, Mr. James</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>330877</td>\n",
       "      <td>8.4583</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Q</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>McCarthy, Mr. Timothy J</td>\n",
       "      <td>male</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17463</td>\n",
       "      <td>51.8625</td>\n",
       "      <td>E46</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>Palsson, Master. Gosta Leonard</td>\n",
       "      <td>male</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>349909</td>\n",
       "      <td>21.0750</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)</td>\n",
       "      <td>female</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>347742</td>\n",
       "      <td>11.1333</td>\n",
       "      <td>NaN</td>\n",
       "      <td>S</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Nasser, Mrs. Nicholas (Adele Achem)</td>\n",
       "      <td>female</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>237736</td>\n",
       "      <td>30.0708</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PassengerId  Survived  Pclass  \\\n",
       "0            1         0       3   \n",
       "1            2         1       1   \n",
       "2            3         1       3   \n",
       "3            4         1       1   \n",
       "4            5         0       3   \n",
       "5            6         0       3   \n",
       "6            7         0       1   \n",
       "7            8         0       3   \n",
       "8            9         1       3   \n",
       "9           10         1       2   \n",
       "\n",
       "                                                Name     Sex   Age  SibSp  \\\n",
       "0                            Braund, Mr. Owen Harris    male  22.0      1   \n",
       "1  Cumings, Mrs. John Bradley (Florence Briggs Th...  female  38.0      1   \n",
       "2                             Heikkinen, Miss. Laina  female  26.0      0   \n",
       "3       Futrelle, Mrs. Jacques Heath (Lily May Peel)  female  35.0      1   \n",
       "4                           Allen, Mr. William Henry    male  35.0      0   \n",
       "5                                   Moran, Mr. James    male   NaN      0   \n",
       "6                            McCarthy, Mr. Timothy J    male  54.0      0   \n",
       "7                     Palsson, Master. Gosta Leonard    male   2.0      3   \n",
       "8  Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)  female  27.0      0   \n",
       "9                Nasser, Mrs. Nicholas (Adele Achem)  female  14.0      1   \n",
       "\n",
       "   Parch            Ticket     Fare Cabin Embarked  \n",
       "0      0         A/5 21171   7.2500   NaN        S  \n",
       "1      0          PC 17599  71.2833   C85        C  \n",
       "2      0  STON/O2. 3101282   7.9250   NaN        S  \n",
       "3      0            113803  53.1000  C123        S  \n",
       "4      0            373450   8.0500   NaN        S  \n",
       "5      0            330877   8.4583   NaN        Q  \n",
       "6      0             17463  51.8625   E46        S  \n",
       "7      1            349909  21.0750   NaN        S  \n",
       "8      2            347742  11.1333   NaN        S  \n",
       "9      0            237736  30.0708   NaN        C  "
      ]
     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "source": [
    "# 观察数据类型\n",
    "train.dtypes"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "PassengerId      int64\n",
       "Survived         int64\n",
       "Pclass           int64\n",
       "Name            object\n",
       "Sex             object\n",
       "Age            float64\n",
       "SibSp            int64\n",
       "Parch            int64\n",
       "Ticket          object\n",
       "Fare           float64\n",
       "Cabin           object\n",
       "Embarked        object\n",
       "dtype: object"
      ]
     },
     "metadata": {},
     "execution_count": 6
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "source": [
    "# 观察数据的规模\n",
    "print('行数，列数')\n",
    "print('training set', train.shape)\n",
    "print('testing set', test.shape)"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "行数，列数\n",
      "training set (891, 12)\n",
      "testing set (418, 11)\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "source": [
    "# 观察columns\n",
    "print(train.columns)\n",
    "print(test.columns)\n",
    "\n",
    "# 查找是否train和test不一致\n",
    "for col in train.columns:\n",
    "    if col not in test.columns:\n",
    "        print('Column', col, 'not exist in test')"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Index(['PassengerId', 'Survived', 'Pclass', 'Name', 'Sex', 'Age', 'SibSp',\n",
      "       'Parch', 'Ticket', 'Fare', 'Cabin', 'Embarked'],\n",
      "      dtype='object')\n",
      "Index(['PassengerId', 'Pclass', 'Name', 'Sex', 'Age', 'SibSp', 'Parch',\n",
      "       'Ticket', 'Fare', 'Cabin', 'Embarked'],\n",
      "      dtype='object')\n",
      "Column Survived not exist in test\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "source": [
    "# 每列有几种不同的值\n",
    "train.nunique()  "
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "PassengerId    891\n",
       "Survived         2\n",
       "Pclass           3\n",
       "Name           891\n",
       "Sex              2\n",
       "Age             88\n",
       "SibSp            7\n",
       "Parch            7\n",
       "Ticket         681\n",
       "Fare           248\n",
       "Cabin          147\n",
       "Embarked         3\n",
       "dtype: int64"
      ]
     },
     "metadata": {},
     "execution_count": 12
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 4. 利用Pandas工具函数探索数据的值"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "source": [
    "# 指定column的基本情况\n",
    "train['Fare'].describe()"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "count    891.000000\n",
       "mean      32.204208\n",
       "std       49.693429\n",
       "min        0.000000\n",
       "25%        7.910400\n",
       "50%       14.454200\n",
       "75%       31.000000\n",
       "max      512.329200\n",
       "Name: Fare, dtype: float64"
      ]
     },
     "metadata": {},
     "execution_count": 13
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "source": [
    "# 离散值分布\n",
    "train['Sex'].value_counts(dropna=False)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "male      577\n",
       "female    314\n",
       "Name: Sex, dtype: int64"
      ]
     },
     "metadata": {},
     "execution_count": 17
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "source": [
    "# 连续值 统计信息\n",
    "print(test.Fare.mean())\n",
    "print(test.Fare.max())\n",
    "print(test.Fare.std())"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "35.6271884892086\n",
      "512.3292\n",
      "55.90757617997383\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "source": [
    "# NaN 统计\n",
    "for key in test.columns:\n",
    "    print(key, test[key].isnull().astype(int).sum(), train.shape[0])"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "PassengerId 0 891\n",
      "Pclass 0 891\n",
      "Name 0 891\n",
      "Sex 0 891\n",
      "Age 86 891\n",
      "SibSp 0 891\n",
      "Parch 0 891\n",
      "Ticket 0 891\n",
      "Fare 1 891\n",
      "Cabin 327 891\n",
      "Embarked 0 891\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "source": [
    "# 唯一值\n",
    "print(train.Fare.nunique()) # 速度快\n",
    "print(len(train.Fare.unique()))\n",
    "\n",
    "fare_unique = test.Fare.unique()\n",
    "fare_unique_sorted = np.sort(fare_unique)\n",
    "print(fare_unique_sorted)"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "248\n",
      "248\n",
      "[  0.       3.1708   6.4375   6.4958   6.95     7.       7.05     7.225\n",
      "   7.2292   7.25     7.2833   7.55     7.575    7.5792   7.6292   7.65\n",
      "   7.7208   7.725    7.7333   7.75     7.775    7.7792   7.7958   7.8208\n",
      "   7.8292   7.85     7.8542   7.8792   7.8875   7.8958   7.925    8.05\n",
      "   8.1125   8.5167   8.6625   8.7125   8.9625   9.225    9.325    9.35\n",
      "   9.5      9.6875  10.5     10.7083  11.5     12.1833  12.2875  12.35\n",
      "  12.7375  12.875   13.      13.4167  13.5     13.775   13.8583  13.8625\n",
      "  13.9     14.1083  14.4     14.4542  14.4583  14.5     15.0333  15.0458\n",
      "  15.1     15.2458  15.5     15.55    15.5792  15.7417  15.75    15.9\n",
      "  16.      16.1     16.7     17.4     18.      20.2125  20.25    20.575\n",
      "  21.      21.075   21.6792  22.025   22.3583  22.525   23.      23.25\n",
      "  23.45    24.15    25.4667  25.7     25.7417  26.      26.55    27.4458\n",
      "  27.7208  27.75    28.5     28.5375  29.      29.125   29.7     30.\n",
      "  30.5     31.3875  31.5     31.6792  31.6833  32.5     34.375   36.75\n",
      "  37.0042  39.      39.4     39.6     39.6875  41.5792  42.4     42.5\n",
      "  45.5     46.9     47.1     50.      50.4958  51.4792  51.8625  52.\n",
      "  52.5542  53.1     55.4417  56.4958  57.75    59.4     60.      61.175\n",
      "  61.3792  61.9792  63.3583  65.      69.55    71.2833  73.5     75.2417\n",
      "  75.25    76.2917  78.85    79.2     81.8583  82.2667  83.1583  90.\n",
      "  93.5    106.425  108.9    134.5    135.6333 136.7792 146.5208 151.55\n",
      " 164.8667 211.3375 211.5    221.7792 227.525  247.5208 262.375  263.\n",
      " 512.3292      nan]\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "source": [
    "# 分组统计\n",
    "test.groupby('SibSp').Fare.nunique()"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "SibSp\n",
       "0    118\n",
       "1     74\n",
       "2     12\n",
       "3      4\n",
       "4      3\n",
       "5      1\n",
       "8      1\n",
       "Name: Fare, dtype: int64"
      ]
     },
     "metadata": {},
     "execution_count": 23
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "source": [
    "# 去重复值\n",
    "columns = ['Survived', 'Pclass', 'Fare']\n",
    "print(train[columns].shape)\n",
    "print(train[columns].drop_duplicates().shape)"
   ],
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "(891, 3)\n",
      "(336, 3)\n"
     ]
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 4.基本可视化"
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "source": [
    "# 直接利用pandas\n",
    "# 概率分布\n",
    "train.Fare.plot(kind='kde')"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fa498fa8320>"
      ]
     },
     "metadata": {},
     "execution_count": 26
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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GbjWzfuAwQdgAYGY7CW5XnzazdxBcy/IE8BvA14A24LvhlyyiyVlb82iRQHCblGoH6EXkxFVtkPx+LQcPV1W8a8q2Gyoe54B3zfDaDTNs3w68vJb6SDyOzdqqroF7LEiK9OoubiINr6ogcffvmdl6YJO732Nm7QStDBGyE/O7jqR8B+Dh8XxsdRKRhVPtvbY+RHCdx5fCTauBb8dVKWksuUI4RlJlkHS3aU0SkSSpdrD9w8CFwBCAuz8DrIirUtJYyi2SqoOktQWAwaxaJCJJUG2QjIdXpwMQTtXVtRkCHLvXVrVjJD1tQZAMKUhEEqHaIPmemf0e0GZmFwPfAv4xvmpJI8lOFGkySDdX93Eqt0iG1LUlkgjVBsn1wAHgUeDXCWZi/e+4KiWNZWwiuIV8tRcXdrWmMFOLRCQpqp21VTKzbwPfdvcDMddJGkw2X6QtXf1t25qajM5MSmMkIgkxa4vEAr9vZgeBHcCOcHXEG2Z7nZxccvli1TdsLOtubWEopyARSYK5fvs/SjBb6zXuvszdlxHcwfdCM/to7LWThjA2UaC9ZT43kobuthaGshojEUmCuYLk/cB73P358gZ3fw54H8F9rkTI5ktV37CxrLs1pRaJSELMFSQt7v6itUHCcZKWeKokjSY7UaCtyqm/ZT1tLRpsF0mIuX77J2rcJyeRbL5I+zwG26HctaUgEUmCuX77X2lmQ9NsN6A1hvpIA8qG03/nIxhs1xiJSBLMGiTurhszypyyE8WqbyFf1t2WYmS8QKFYIlXlhYwicmLSb7DULZuvrUUCMDKuVolIo1OQSN3GamiRlO+3pYsSRRqfgkTqUioFS+bOu0UyeeNGtUhEGp2CROpSXotk3mMkrcHwnK4lEWl8ChKpy1i4Fkn7vAfbdSt5kaRQkEhd5ruoVVm3xkhEEkNBInXJ5ue3XnvZ0vYgSI4qSEQanoJE6pKtsWurraWZTKqJI6O6QYJIo1OQSF1qbZGYGcs60hxSkIg0PAWJ1KXcIpnvrC2Ape1ptUhEEkBBInWZbJHUECTLOtIcHlOQiDQ6BYnUpTz9d75dWwBLO9QiEUkCBYnUpZ4WSW9HmsMKEpGGpyCRuuTqaZG0pxnKFcgXS1FXS0QWkIJE6lJP19ayjvBakjFdSyLSyBQkUpdsvki6uammNUWWdqQB1L0l0uAUJFKX7ESB1nmu1162rF1BIpIEChKpSy3rtZepRSKSDAoSqUs2X6ppxhbAiq4MAPuHc1FWSUQWmIJE6pKdKNQ00A7BrK1Uk7F/eDziWonIQlKQSF1Gx4vzvmFjWVOTsbwrw/4hBYlII1OQSF1GJwp0ZGobI4Gge0tdWyKNTUEidRkZL9BZT5B0t3JAXVsiDU1BInUZHS/QkamtawvKLRIFiUgjU5BIXUbHi3V2bbVyeHSCiYJukyLSqGINEjO71Mx2mFm/mV0/zf6Mmd0e7n/AzDZU7Pt4uH2HmV1SsX2nmT1qZo+Y2fY46y+zc3dGJ+rt2gqmAB8YUatEpFHFFiRm1gx8EXgLsBl4j5ltnlLsGuCIu58OfBb4dPjazcCVwMuAS4G/DI9X9kZ3f5W7b4mr/jK3sYki7tTVIlkZBsn+IQ24izSqOFsk5wH97v6cu08AtwGXTylzOXBL+PgO4CIzs3D7be4+7u7PA/3h8eQEMjpeAOoLklU9bQDsPpqNpE4isvDiDJLVwK6K5wPhtmnLuHsBGAR653itA/9iZg+b2bUx1FuqNBIGSWcdg+1rl7UDsOuwgkSkUdX+p+TieZ277zazFcDdZvaUu//b1EJhyFwLsG7duoWu40lhdDy4hXxHjffaAujMpFja3sLAkbGoqiUiCyzOFsluYG3F8zXhtmnLmFkK6AEOzfZady9/3w/cyQxdXu5+k7tvcfcty5cvr/tk5MWOtUjq+3tkzdJ2dh1Ri0SkUcUZJA8Bm8xso5mlCQbPt04psxW4Onx8BXCfu3u4/cpwVtdGYBPwoJl1mFkXgJl1AL8MPBbjOcgsohgjAVi7rI2Bw2qRiDSq2Lq23L1gZtcB24Bm4Kvu/riZfQrY7u5bgZuBW82sHzhMEDaE5f4WeAIoAB9296KZrQTuDMbjSQHfcPd/juscZHajExEFydJ27nlyP6WS09RkUVRNRBZQrGMk7n4XcNeUbTdUPM4B75rhtX8E/NGUbc8Br4y+plKL4VxUXVttTBRK7B8e55Se1iiqJiILSFe2S83KXVudrfUFyYa+DgCeOzBSd51EZOEpSKRm5SBpr3E9krIzV3YB8PS+4brrJCILT0EiNRsZL9KRbq57XGN5V4aethZ27FOLRKQRKUikZsGdf+sfZjMzzlzZxTNqkYg0JAWJ1Gx4PE9XneMjZZtWdvL0vmGC2d8i0kgUJFKzwWyenraWSI511ildDOUKDOjCRJGGoyCRmh0diy5Izlm/FICHf3YkkuOJyMJRkEjNom2RdNOZSbH9Z4cjOZ6ILBwFidRsMJtnSXs6kmM1NxmvXreE7TvVIhFpNAoSqUmx5AznCnRH1CIB+IWNy9ixb1iLXIk0GAWJ1GQ4lweIrGsL4OLNp+AO//LEvsiOKSLxU5BITQaz0QfJGSs7Oa2vg39+bG9kxxSR+ClIpCZxBImZcdnZq/jBswfZeXA0suOKSLwUJFKTo2NBkCxpjy5IAN53/npampq4+d+fj/S4IhIfBYnUJI4WCcCK7lb+6zmrue2hn+uWKSINQkEiNYkrSAB+55IzaU+n+O1v/Se5fDHy44tItBQkUpM4g6SvM8NfvOuVPLp7kI/e/gjFku6/JXIiU5BITQazedKpJlrrXItkJhdvXskn3vpSvvvYXj5x56O6maPICSzWpXYluQ6OjNPXEc1V7TP54OtPYzCb5//e1097OsUnL3spZlrTXeREoyCRmhwamaCvKxP7z/nYxWcwnCvw1R88z7plbXzgwo2x/0wRmR91bUlNDo6M09cZf5CYGTdctpk3nbWCP/7uU/Tv10wukRONgkRqcmhkgt6Yu7bKmpqMP7vibDKpJv7on55ckJ8pItVTkMi8uTuHRscXpGurrK8zw0fetIn7dxzg+88cWLCfKyJzU5DIvA1lC+SLvmAtkrKrLljP6iVtfO6eZxb054rI7BQkMm8HRoLbvC9fwBYJQCbVzIdev5HtPzvCQzu1AJbIiUJBIvO252gQJKt62hb8Z7/7NetY1pHmr/712QX/2SIyPQWJzNsLg1kAVvW0LvjPbks3c/VrN3DvU/vZsVczuEROBAoSmbfdR3OYwSmLECQAV712PW0tzXzp39QqETkRKEhk3l44mmVFV4aW5sX5+CztSHPleWvZ+sgedh/NLkodROQYBYnM2wuDuUUZH6n0wdefBsBXvv/cotZDRBQkUoPnD46yvrd9Ueuwekkbb3/Vqdz24C4Ojowval1ETnYKEpmXXL7InsEsp/V1LnZV+PAbTydfLPEX23YsdlVETmoKEpmX5w+O4g6nLe9Y7KrwkuWdfOCCDdy+fRc//vmRxa6OyElLQSLz8uyBEeDECBKA33zzJk7taeN/fuMnHBhWF5fIYlCQyLw8tnuIlmbj9BWL37UF0NXawo3vO4fDoxO8+6b/4Gmt8y6y4BQkMi8/HTjKS1d1k0nFszJiLc5es4SvX3MeR8fyvO3z3+cTdz7KU3uHtKqiyALRwlZStUKxxKMDg1z+6lMXuyov8poNy7j7o2/gz7ft4FsPD/A3D/ycjX0dvPmlK3jNhmW8bHXPol77IpJkChKp2k92HWV4vMAFL+lb7KpMq7czw5++82x+95Izueuxvdz9xD6+9sOdfPn7z0+WWdrewrKONEvb06zozvDKNUu46KUrOH1F1yLWXKSxKUikavc8sY9Uk/G6TSdmkJT1dmZ4//nref/568lOFHnihSGefGGIgyPjHBwZ58honsOjEzy6e5C7Ht3Ln3z3KbasX8pHLtrE6zf1aV14kXlSkEhVxgtF7nh4gF86cwXdrS2LXZ2qtaWbOXf9Us5dv3Ta/fuGcmx9ZA9f++FOrvrqg7z2tF5+55IzZyw/k1LJJwPr6FiedKqJrtYUp3S3srKnlVU9rbSng183d+fIWJ79wzkODI/T3GSs6GrltL4OmpoUYtJ4Yg0SM7sU+BzQDHzF3f90yv4M8HXgXOAQ8G533xnu+zhwDVAEPuLu26o5psTjS997jkOjE/zahRsWuyqRWtndyofecBpXXbCebz7wc75wfz/vvPGHvOmsFfzWmzdx9polM752OJfnB/0Hue+p/dy/48Cc04+7W1O0NDdxNJunWHrxRICethYuPL2Xi85ayRvPWsGyBV44TKRWFtfMFjNrBp4GLgYGgIeA97j7ExVlfgM4293/h5ldCfwXd3+3mW0GvgmcB5wK3AOcEb5s1mNOZ8uWLb59+/ZIz+9kcWB4nG8++HM+e8/TvO0Vq/jCr56z2FWK1dhEga/9cCdf+t5zDGbznHVKF794xnLOWNlFRybFcC7PzkOjPPj8YR7ZdZR80elqTfGGM5bzpjNXcO76pfR2ppkolBjM5tk3NM7eoSx7B8fZO5ilUHKWtLfQ25FhRXeG5Z0ZSg4DR8Z4aOdhvvf0AfYNjdNkcM66pbx580p+8YzlrFvWTkcm+R0IpZJzZGyCvUM59hzNsevwGANHsuw6MsbuI1mKJact3czqJW2s721nQ28Ha5a1sXZpO6t6WklpMkWkzOxhd98yZ7kYg+S1wO+7+yXh848DuPufVJTZFpb5DzNLAXuB5cD1lWXL5cKXzXrM6dQaJB+85SF2Hho7bhrpcf9aPu3DyfLHb6ss69Nvn+atmOlnT3c8n7E+01e6vH26ugMUis7weAGAt77iFD7z315Fa8uJM+03TkO5PHf+eDf/+J97+OnAIBPF0uS+5ibj5at7OP+0ZbwxDI+oZoOVSs7je4a4+8l93PvkPh7fMzS5rzOTorWlmUyqiXSqifn0gs1n3Mc9/ER58Nmo/Dy7B58394rPT1i+cl9lecrlp5at+Dnlb7l8kcKU1lpbSzNrl7WxZmk7Lc3G2EQxCJfDYy8q255upj2doi3dRJMZFp775NkbL96WcN/5yOtqnq5fbZDE+SfOamBXxfMB4BdmKuPuBTMbBHrD7T+a8trV4eO5jgmAmV0LXAuwbt26mk5gfW/HsTeg4lNX+QGs/AU9fnv1ZY8/th33+pmOW1n2uJ83w4HnOt50x2oyY/WSNi48vY/Np3ZzMulubeHqCzZw9QUbmCiUGDgyxthEkc5MilN6WmML1KYm4xVrenjFmh4+dvEZ7Dma5cHnD7NnMMv+oXHGCyUmCiUmiiVK1f4ROI+/FR0PPgtT/sOt/DxP/idswefGJstWPK/4n3va/Rz7faj8DGZamljZlWFldyurlrSxdmkbyzrS0wZhoVgKWi1Hxth1eIw9gznGxguMThTJ5YuU/PgAm/yn8OP/mEu6hYjMxLaV3f0m4CYIWiS1HOOTl22OtE7SmNKpJk5bvjhX8p+6pI13vHr13AVPQqnmJtb1trNuke9ELfFe2b4bWFvxfE24bdoyYddWD8Gg+0yvreaYIiKygOIMkoeATWa20czSwJXA1illtgJXh4+vAO7zoA26FbjSzDJmthHYBDxY5TFFRGQBxda1FY55XAdsI5iq+1V3f9zMPgVsd/etwM3ArWbWDxwmCAbCcn8LPAEUgA+7exFgumPGdQ4iIjK32GZtnUg0/VdEZP6qnbWlSdciIlIXBYmIiNRFQSIiInVRkIiISF1OisF2MzsA/GwRq9AHHFzEn7+QdK7JdTKd78l0rjD9+R4EcPdL53rxSREki83Mtlcz8yEJdK7JdTKd78l0rlD/+aprS0RE6qIgERGRuihIFsZNi12BBaRzTa6T6XxPpnOFOs9XYyQiIlIXtUhERKQuChIREamLgiRCZvbnZvaUmf3UzO40syUV+z5uZv1mtsPMLqnYfmm4rd/Mrl+cmkcjSecCYGZrzex+M3vCzB43s98Mty8zs7vN7Jnw+9Jwu5nZ58Pz/6mZNdwC92bWbGY/MbPvhM83mtkD4TndHi7fQLjEw+3h9gfMbMNi1rsWZrbEzO4If2efNLPXJvW9NbOPhp/hx8zsm2bWGuV7qwUts5gAAAOnSURBVCCJ1t3Ay939bOBp4OMAZraZ4Bb5LwMuBf4y/IVtBr4IvAXYDLwnLNtwknQuFQrAb7v7ZuB84MPhOV0P3Ovum4B7w+cQnPum8Ota4MaFr3LdfhN4suL5p4HPuvvpwBHgmnD7NcCRcPtnw3KN5nPAP7v7WcArCc47ce+tma0GPgJscfeXEyzBcSURvrcKkgi5+7+4eyF8+iOCFRwBLgduc/dxd38e6AfOC7/63f05d58AbgvLNqIknQsA7v6Cu/84fDxM8B/NaoLzuiUsdgvwjvDx5cDXPfAjYImZrVrgatfMzNYAbwO+Ej434E3AHWGRqeda/je4A7jIpltY/QRlZj3AGwjWRMLdJ9z9KAl9bwnWnmoLV6JtB14gwvdWQRKfXwO+Gz5eDeyq2DcQbptpeyNK0rm8SNi8fzXwALDS3V8Id+0FVoaPG/3f4P8A/wsohc97gaMVfxxVns/kuYb7B8PyjWIjcAD467Ar7ytm1kEC31t33w38BfBzggAZBB4mwvdWQTJPZnZP2M849evyijKfIOgW+ZvFq6lExcw6gb8Dfsvdhyr3hUtDN/wcejO7DNjv7g8vdl0WSAo4B7jR3V8NjHKsGwtI1Hu7lKCVsRE4Fegg6GKPTGxL7SaVu795tv1m9gHgMuAiP3aRzm5gbUWxNeE2ZtneaGY7x4ZlZi0EIfI37v734eZ9ZrbK3V8Iuzf2h9sb+d/gQuDtZvZWoBXoJhhDWGJmqfAv08rzKZ/rQNhd0gMcWvhq12wAGHD3B8LndxAESRLf2zcDz7v7AQAz+3uC9zuy91YtkgiZ2aUEXQNvd/exil1bgSvD2RAbCQbsHgQeAjaFsyfSBANgWxe63hFJ0rkAk2MENwNPuvtnKnZtBa4OH18N/EPF9qvCGT7nA4MV3SQnNHf/uLuvcfcNBO/dfe7+XuB+4Iqw2NRzLf8bXBGWb5i/3t19L7DLzM4MN10EPEEC31uCLq3zzaw9/EyXzzW699bd9RXRF8Eg+i7gkfDrryr2fQJ4FtgBvKVi+1sJZng9C3xisc+hzvNPzLmE5/M6gq6Nn1a8p28l6C++F3gGuAdYFpY3gplrzwKPEsySWfTzqOG8fwn4Tvj4NII/evqBbwGZcHtr+Lw/3H/aYte7hvN8FbA9fH+/DSxN6nsL/AHwFPAYcCuQifK91S1SRESkLuraEhGRuihIRESkLgoSERGpi4JERETqoiAREZG6KEhERKQuChIREanL/weT955/pvsRZgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "source": [
    "# 直方图\n",
    "train.Fare.plot(kind='hist')"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fa49c447c50>"
      ]
     },
     "metadata": {},
     "execution_count": 27
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "source": [
    "# 利用matplotlib画直方图\n",
    "time = [131,  98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102, 107, 114, 119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115,  99, 136, 126, 134,  95, 138, 117, 111,78, 132, 124, 113, 150, 110, 117,  86,  95, 144, 105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123,  86, 101,  99, 136,123, 117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120, 107, 129, 116, 108, 132, 103, 136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121, 112, 139, 125, 138, 109, 132, 134,156, 106, 117, 127, 144, 139, 139, 119, 140,  83, 110, 102,123,107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112, 114, 122, 109, 106, 123, 116, 131, 127, 115, 118, 112, 135,115, 146, 137, 116, 103, 144,  83, 123, 111, 110, 111, 100, 154,136, 100, 118, 119, 133, 134, 106, 129, 126, 110, 111, 109, 141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103, 130, 141, 117, 106, 114, 121, 114, 133, 137,  92,121, 112, 146,  97, 137, 105,  98, 117, 112,  81,  97, 139, 113,134, 106, 144, 110, 137, 137, 111, 104, 117, 100, 111, 101, 110,105, 129, 137, 112, 120, 113, 133, 112,  83,  94, 146, 133, 101,131, 116, 111,  84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "\n",
    "plt.figure(figsize=(10, 5), dpi=100)  # 创建画布\n",
    "group_num = int((max(time) - min(time)) / 2)  # 多少根柱子\n",
    "plt.hist(time, bins=group_num)  # 绘制直方图\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "source": [
    "# 折线图\n",
    "plt.plot([1,2,3],[4,5,6])"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fa49c9d1a20>]"
      ]
     },
     "metadata": {},
     "execution_count": 29
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "source": [
    "# 多重折线图\n",
    "plt.plot([1,2,3],[4,5,6])\n",
    "plt.plot([3,5,6],[6,8,9])"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fa49c53b320>]"
      ]
     },
     "metadata": {},
     "execution_count": 32
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "source": [
    "# 点图\n",
    "plt.scatter(list(range(len(time))), time)"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fa49cc3def0>"
      ]
     },
     "metadata": {},
     "execution_count": 34
    },
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "source": [
    "# 折线图 Plot\n",
    "x = [2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019]  # 数据准备\n",
    "y = [5, 3, 6, 20, 17, 16, 19, 30, 32, 35]\n",
    "plt.plot(x, y)  # 使用Matplotlib画折线图\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "source": [
    "#### 散点图 Scatter\n",
    "x = np.random.randn(1000)  # 数据准备\n",
    "y = np.random.randn(1000)\n",
    "plt.scatter(x, y, marker='x')  # 用Matplotlib画散点图\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "source": [
    "#### 矩阵散点图 scatter_matrix\n",
    "# 多个特征排列组合的展示 scatter 散点图\n",
    "\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.model_selection import train_test_split\n",
    " \n",
    "iris=load_iris()\n",
    "X_train,X_test,y_train,y_test = train_test_split(iris['data'],iris['target'],random_state=0)\n",
    "iris_df = pd.DataFrame(X_train,columns=iris.feature_names)\n",
    "grr = pd.plotting.scatter_matrix(iris_df,c=y_train,figsize=(15,15),marker='o',hist_kwds={'bins':20},s=60,alpha=.8)\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x1080 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [],
   "outputs": [],
   "metadata": {}
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.6.8 64-bit ('base': conda)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  },
  "interpreter": {
   "hash": "1fef96a86254b5b64b7294805a674893d583399788ea545149c5bfbe00efcc65"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}